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Modelling household finances: A Bayesian approach to a multivariate two-part model

We contribute to the empirical literature on household finances by introducing a Bayesian multivariate two-part model, which has been developed to further our understanding of household finances. Our flexible approach allows for the potential interdependence between the holding of assets and liabili...

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Detalles Bibliográficos
Autores principales: Brown, Sarah, Ghosh, Pulak, Su, Li, Taylor, Karl
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4871239/
https://www.ncbi.nlm.nih.gov/pubmed/27212801
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author Brown, Sarah
Ghosh, Pulak
Su, Li
Taylor, Karl
author_facet Brown, Sarah
Ghosh, Pulak
Su, Li
Taylor, Karl
author_sort Brown, Sarah
collection PubMed
description We contribute to the empirical literature on household finances by introducing a Bayesian multivariate two-part model, which has been developed to further our understanding of household finances. Our flexible approach allows for the potential interdependence between the holding of assets and liabilities at the household level and also encompasses a two-part process to allow for differences in the influences on asset or liability holding and on the respective amounts held. Furthermore, the framework is dynamic in order to allow for persistence in household finances over time. Our findings endorse the joint modelling approach and provide evidence supporting the importance of dynamics. In addition, we find that certain independent variables exert different influences on the binary and continuous parts of the model thereby highlighting the flexibility of our framework and revealing a detailed picture of the nature of household finances.
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spelling pubmed-48712392016-05-18 Modelling household finances: A Bayesian approach to a multivariate two-part model Brown, Sarah Ghosh, Pulak Su, Li Taylor, Karl J Empir Finance Article We contribute to the empirical literature on household finances by introducing a Bayesian multivariate two-part model, which has been developed to further our understanding of household finances. Our flexible approach allows for the potential interdependence between the holding of assets and liabilities at the household level and also encompasses a two-part process to allow for differences in the influences on asset or liability holding and on the respective amounts held. Furthermore, the framework is dynamic in order to allow for persistence in household finances over time. Our findings endorse the joint modelling approach and provide evidence supporting the importance of dynamics. In addition, we find that certain independent variables exert different influences on the binary and continuous parts of the model thereby highlighting the flexibility of our framework and revealing a detailed picture of the nature of household finances. 2015-03-26 2015-09 /pmc/articles/PMC4871239/ /pubmed/27212801 Text en http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Article
Brown, Sarah
Ghosh, Pulak
Su, Li
Taylor, Karl
Modelling household finances: A Bayesian approach to a multivariate two-part model
title Modelling household finances: A Bayesian approach to a multivariate two-part model
title_full Modelling household finances: A Bayesian approach to a multivariate two-part model
title_fullStr Modelling household finances: A Bayesian approach to a multivariate two-part model
title_full_unstemmed Modelling household finances: A Bayesian approach to a multivariate two-part model
title_short Modelling household finances: A Bayesian approach to a multivariate two-part model
title_sort modelling household finances: a bayesian approach to a multivariate two-part model
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4871239/
https://www.ncbi.nlm.nih.gov/pubmed/27212801
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